diff --git a/vllm/model_executor/layers/fused_moe/layer.py b/vllm/model_executor/layers/fused_moe/layer.py
index e95eeba5e411a..9770f02e192d2 100644
--- a/vllm/model_executor/layers/fused_moe/layer.py
+++ b/vllm/model_executor/layers/fused_moe/layer.py
@@ -274,6 +274,7 @@ class FusedMoEMethodBase(QuantizeMethodBase):
 
             handle = all2all_manager.get_handle(all_to_all_args)
 
+            logger.debug("PplxPrepareAndFinalize")
             prepare_finalize = PplxPrepareAndFinalize(
                 handle,
                 max_num_tokens=moe.max_num_tokens,